Performance analysis of a hybrid bike sharing system: A service-level-based approach under censored demand observations

被引:48
作者
Albinski, Szymon [1 ]
Fontaine, Pirmin [1 ]
Minner, Stefan [1 ]
机构
[1] Tech Univ Munich, Sch Management, Arcisstr 21, D-80333 Munich, Germany
基金
加拿大自然科学与工程研究理事会;
关键词
Bike sharing; Hybrid bike sharing system; Data analysis; Censored demand; Service levels; USAGE; MANAGEMENT; MONTREAL; IMPACT; BIXI; CITY;
D O I
10.1016/j.tre.2018.05.011
中图分类号
F [经济];
学科分类号
02 ;
摘要
We investigate a hybrid bike-sharing system. We carry out a usage pattern and demand analysis on the booking data of the system and include the effects of censored demand in a service level analysis. Service levels are used as meaningful measures for evaluating the customer-oriented performance of bike-sharing systems. Our results show that service levels are overestimated when ignoring unobservable, censored demand effects. Furthermore, there are significant differences between free-standing and station-based bikes. Based on these results, an adjusted incentive and reposition policy could increase the booking number of free-standing bikes and thus customer satisfaction as well as the system's profitability.
引用
收藏
页码:59 / 69
页数:11
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